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A synthetic view of belief revision with uncertain inputs in the framework of possibility theory. (English) Zbl 0935.03026
Summary: This paper discusses belief revision under uncertain inputs in the framework of possibility theory. This framework is flexible enough to allow for numerical and ordinal revision procedures. It is emphasized that revision under uncertain inputs cn be understood in two different ways, depending on whether the input is viewed as a constraint to be enforced, or as an unreliable piece of information. Two revision rules are proposed to implement these forms of revision. It is shown that M. A. Williams’s transmutations, originally defined in the setting of Spohn’s functions, can be captured in possibility theory, as well as Boutilier’s natural revision. The use of conditioning greatly simplifies the description of these belief change operations. Lastly, preliminary results on implementing revision rules at the syntactic level are given.

03B42 Logics of knowledge and belief (including belief change)
03B52 Fuzzy logic; logic of vagueness
68T27 Logic in artificial intelligence
Full Text: DOI
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